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A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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64128191255 · Jun 202019922001200920172026
48 results for Dimension calculation

Computational techniques calculate dimensions of complex structures.

problem Calculating dimensions of complex structures on manifolds.
method Developed computational techniques to calculate Kodaira dimension and Dolbeault harmonic forms.
result Computed dimensions of left-invariant almost complex structures.

Study on harmonic forms on almost Hermitian 4-manifolds, calculating dimensions and invariants.

problem Understanding harmonic forms on almost Hermitian 4-manifolds.
method Analyzing Bott-Chern and ˉ\bar\partial harmonic forms, calculating dimensions and invariants.
result Dimensions of harmonic forms on almost Hermitian 4-manifolds are determined.

Study of self-dual polygons in higher dimensions, including explicit constructions and dimension calculations.

problem Understanding self-dual polygons in projective spaces of higher dimensions.
method Explicit construction and dimension calculation of moduli spaces of self-dual polygons.
result Provides the dimension of the moduli space for specific cases of n and m.

The paper constructs Gromov-Hausdorff metrics for Lorentzian spaces and calculates dimensions.

problem Understanding the geometry and dimensions of Lorentzian spaces.
method Construction of Gromov-Hausdorff metrics, calculation of dimensions, and analysis of Lorentzian spaces.
result Dushnik-Miller dimension of Minkowski spaces is countably infinite.

We describe ways to define and calculate L1L_1-norm signal subspaces which are less sensitive to outlying data than L2L_2-calculated subspaces. We focus on the computation of the L1L_1 maximum-projection principal component of a data matrix containing N signal samples of dimension D and conclude that the general proble…

2013-09-04abs ↗pdf ↗

The book "Handbook of Finsler geometry" has been included with a CD containing an elegant Maple package, FINSLER, for calculations in Finsler geometry. Using this package, an example concerning a Finsler generalization of Einstein's vacuum field equations was treated. In this example, the calculation of the components …

2013-06-04abs ↗pdf ↗

Improves MARS for nonparametric multivariate regression with dimension reduction.

problem High number of basis functions in MARS for high-order interactions.
method Linear combinations of covariates for dimension reduction, facilitating gradient calculation and eigen-analysis for estimation.
result Asymptotic theory and numerical studies show improved performance over MARS.

Corrects a 1-off error in Harer's spine dimension calculation for decorated Teichmüller spaces.

problem Incorrect dimension calculation in Harer's spine for decorated Teichmüller spaces.
method Identifies and corrects the dimension discrepancy in Harer's spine construction.
result Corrects the dimension of Harer's spine by 1 for decorated Teichmüller spaces.

The action dimension of a discrete group ΓΓ is the smallest dimension of a contractible manifold which admits a proper action of ΓΓ. Associated to any flag complex LL there is a right-angled Artin group, ALA_L. We compute the action dimension of ALA_L for many LL. Our calculations come close to confirming the conje…

2014-09-22abs ↗pdf ↗

We discuss the dimensional characterization of the solutions space of a formally integrable system of partial differential equations and provide certain formulas for calculations of these dimensional quantities.

2006-10-26abs ↗pdf ↗

In this text we give a decomposition result on polynomial poly-vector fields generalizing a result on the decomposition of homogeneous Poisson structures. We discuss consequences of this decomposition result in particular for low dimensions and low degrees. We provide the tools to calculate simple cubic Poisson structu…

2004-09-09abs ↗pdf ↗

Estimates mean dimension of neural networks to reveal interaction effects.

problem Understanding interaction effects in neural networks.
method Estimation procedure for mean dimension from datasets, analyzing layer-by-layer evolution and impact of activation functions.
result Mean dimension reveals differences in interaction magnitude across neural network architectures.

We calculate the Spencer cohomology of the (1,0)(1,0) Poincaré superalgebras in six dimensions: with and without R-symmetry. As the cases of four and eleven dimensions taught us, we may read off from this calculation a Killing spinor equation which allows the determination of which geometries admit rigidly supersymmetric …

2018-04-01abs ↗pdf ↗

We show how certain diffeomorphism-invariant functionals on differential forms in dimensions 6,7 and 8 generate in a natural way special geometrical structures in these dimensions: metrics of holonomy G2 and Spin(7), metrics with weak holonomy SU(3) and G2, and a new and unexplored example in dimension 8. The general f…

2001-07-13abs ↗pdf ↗

Parastatistic distribution of a total debt owed to a large number of creditors considered in relation to the duration of these debts. The process of debt calculation depends on the fractal dimension of economic system in which this process takes place. Two actual variants of these dimensions are investigated. Critical …

2016-01-28abs ↗pdf ↗

Vapnik-Chervonenkis (VC) dimension is a fundamental measure of the generalization capacity of learning algorithms. However, apart from a few special cases, it is hard or impossible to calculate analytically. Vapnik et al. [10] proposed a technique for estimating the VC dimension empirically. While their approach behave…

2011-11-15abs ↗pdf ↗

We prove a relation between the scaling hβh^β of the elastic energies of shrinking non-Euclidean bodies ShS_h of thickness h0h\to 0, and the curvature along their mid-surface SS. This extends and generalizes similar results for plates [BLS16, LRR] to any dimension and co-dimension. In particular, it proves that the na…

2018-01-07abs ↗pdf ↗

The Isomorphism Conjecture is a conceptional approach towards a calculation of the algebraic K-theory of a group ring RG, where G is an infinite group. In this paper we prove the conjecture in dimensions n<2 for fundamental groups of closed Riemannian manifolds with strictly negative sectional curvature and an arbitrar…

2001-08-21abs ↗pdf ↗

The action of origin-preserving diffeomorphisms on a space of jets of symmetric connections is considered. Dimensions of moduli spaces of generic connections are calculated. Poincaré series of the geometric structure of symmetric connection is constructed, and shown to be a rational function.

2001-12-28abs ↗pdf ↗

We compute the formal Poisson cohomology of a broken Lefschetz fibration by calculating it at fold and Lefschetz singularities. Near a fold singularity the computation reduces to that for a point singularity in 3 dimensions. For the Poisson cohomology around singular points we adapt techniques developed for the Sklyani…

2018-05-11abs ↗pdf ↗

In the presence of boundaries the integrated conformal anomaly is modified by the boundary terms so that the anomaly is non-vanishing in any (even or odd) dimension. The boundary terms are due to extrinsic curvature whose exact structure in d=3d=3 and d=4d=4 has recently been identified. In this note we present a hologra…

2017-02-02abs ↗pdf ↗

We consider the space of germs of Fedosov structures at a point, together with the group of origin-preserving diffeomorphisms acting on it. We calculate dimensions of moduli spaces of kk-jets of generic structures and construct Poincaré series. It is shown to be a rational function.

2003-10-30abs ↗pdf ↗

Deep neural networks tackle high-dimensional nonparametric interaction models.

problem Estimating structured regression functions in high-dimensional data.
method Analyze kthk^{th} order nonparametric interaction models in growing and high dimensions, introducing debiasing techniques.
result Debiased deep neural networks achieve optimal rates of convergence in both growing and high dimensions.

Researchers calculate dimensions of skein modules for 2-torus mapping tori.

problem Determining dimensions of Kauffman bracket skein modules for specific cases.
method Using generic qq and decomposing twisted Hochschild homology of GG-skein algebras.
result Dimensions of skein modules for G=SL2G = \mathrm{SL}_2 and G=GL1G = \mathrm{GL}_1 are calculated.

Paper proposes efficient method to calculate Fisher-Bingham distribution normalizing constant.

problem Efficiently calculating the normalizing constant of Fisher-Bingham distributions.
method Numerical integration with continuous Euler transform to Fourier-type integral representation.
result The method is fast and accurate, applicable to high-dimensional distributions.

Study calculates volumes of Fano K-moduli spaces in various dimensions.

problem Computing volumes of Fano K-moduli spaces in different dimensions.
method Computed volumes of Fano K-moduli spaces of Quartic del Pezzo and log Fano hyperplane arrangements in dimensions one and two.
result Relates computed volumes to Weil-Petersson volumes, extending the Weil-Petersson metric to the log case.

The holographic duality can be extended to include quantum theories with broken coordinate invariance leading to the appearance of the gravitational anomalies. On the gravity side one adds the gravitational Chern-Simons term to the bulk action which gauge invariance is only up to the boundary terms. We analyze in detai…

2005-12-18abs ↗pdf ↗